onnxruntime/js/react_native
Hans ad369a1fad
[js/rn] Support create boolean tensor (#17052)
### Description
<!-- Describe your changes. -->

For some use case need to create boolean tensor.

I've tested on [this
project](https://github.com/hans00/react-native-transformers-example)

### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->

Add handle `ONNX_TENSOR_ELEMENT_DATA_TYPE_BOOL`

And it required #15556 (It seems not include in latest release
(v1.15.1))
2023-09-14 15:02:27 +10:00
..
android [js/rn] Support create boolean tensor (#17052) 2023-09-14 15:02:27 +10:00
e2e [js] enable formatter for more file types (#16888) 2023-07-28 15:46:58 -07:00
ios [js/rn] Add test for validating "executionProvider" options (#16651) 2023-07-12 14:55:47 -07:00
lib [js/api] introducing IO binding for tensor (#16452) 2023-08-29 12:58:26 -07:00
scripts [js] update prepack script to use exact version (#17484) 2023-09-13 00:07:16 -07:00
.gitignore [js/react_native] Create ONNX Runtime React Native pipeline (#10474) 2022-02-09 21:37:05 -08:00
app.plugin.js [js/rn] add expo config plugin support (#11556) 2022-05-25 11:55:35 -07:00
babel.config.js [js] enable formatter for more file types (#16888) 2023-07-28 15:46:58 -07:00
onnxruntime-react-native.podspec [js/rn] Package dependency change to manage ort-extensions for react_native app (#15641) 2023-04-29 00:07:12 -07:00
package.json [rn] Update expo/config-plugins to 7.2.4 due to security warning with current version (#16977) 2023-08-03 10:13:43 -07:00
README.md [js] enable formatter for more file types (#16888) 2023-07-28 15:46:58 -07:00
test_types_models.readme.md Use full ORT package for onnxruntime-react-native. (#13037) 2022-09-23 07:20:03 +10:00
tsconfig.build.json [js/react_native] Create ONNX Runtime React Native pipeline (#10474) 2022-02-09 21:37:05 -08:00
tsconfig.json [js] release pipeline for web and react native (#10656) 2022-03-01 21:38:33 -08:00
tsconfig.scripts.json ONNX Runtime React Native Library (#7564) 2021-05-11 10:34:40 -07:00
unimodule.json [js] enable formatter for more file types (#16888) 2023-07-28 15:46:58 -07:00
yarn.lock [rn] Update expo/config-plugins to 7.2.4 due to security warning with current version (#16977) 2023-08-03 10:13:43 -07:00

onnxruntime-react-native

ONNX Runtime React Native provides a JavaScript library for running ONNX models in a React Native app.

Why ONNX models

The Open Neural Network Exchange (ONNX) is an open standard for representing machine learning models. The biggest advantage of ONNX is that it allows interoperability across different open source AI frameworks, which itself offers more flexibility for AI frameworks adoption.

Why ONNX Runtime React Native

With ONNX Runtime React Native, React Native developers can score pre-trained ONNX models directly in React Native apps by leveraging ONNX Runtime, so it provides a light-weight inference solution for Android and iOS.

Installation

yarn add onnxruntime-react-native

Usage

import { InferenceSession } from "onnxruntime-react-native";

// load a model
const session: InferenceSession = await InferenceSession.create(modelPath);
// input as InferenceSession.OnnxValueMapType
const result = session.run(input, ['num_detection:0', 'detection_classes:0'])

Refer to ONNX Runtime JavaScript examples for samples and tutorials. The ONNX Runtime React Native library does not currently support the following features:

  • Tensors with unsigned data types, with the exception of uint8 on Android devices
  • Model loading using ArrayBuffer

Operator and type support

ONNX Runtime React Native version 1.13 supports both ONNX and ORT format models, and includes all operators and types.

Previous ONNX Runtime React Native packages use the ONNX Runtime Mobile package, and support operators and types used in popular mobile models. See here for the list of supported operators and types.

License

License information can be found here.